diff --git a/Accident_data/accidents19and21_with_quadrant_rank.csv b/Accident_data/accidents19and21_with_quadrant_rank.csv index 1c51254..d560047 100644 --- a/Accident_data/accidents19and21_with_quadrant_rank.csv +++ b/Accident_data/accidents19and21_with_quadrant_rank.csv @@ -1,4 +1,4 @@ -OBJECTID,LAND,BEZ,LOR_ab_2021,UJAHR,UMONAT,USTUNDE,UWOCHENTAG,UKATEGORIE,UART,UTYP1,ULICHTVERH,IstRad,IstPKW,IstFuss,IstKrad,IstGkfz,IstSonstige,USTRZUSTAND,LINREFX,LINREFY,XGCSWGS84,YGCSWGS84,LOR,STRASSE,quadrant,quadrant_rank +ObjectID,State,District,LOR_ab_2021,AccidentYear,AccidentMonth,AccidentHour,DayOfWeek,AccidentCategory,AccidentType,AccidentTypeDetail,LightingCondition,InvolvingBike,InvolvingCar,InvolvingPedestrian,InvolvingMotorcycle,InvolvingHGV,InvolvingOther,RoadCondition,GraphicCoord1,GraphicCoord2,LongitudeWGS84,LatitudeWGS84,quadrant,quadrant_rank 219249,11,3,3701658.0,2021,11,18,2,3,0,3,2,0,1,0,1,0,0,1,"800202,0742","5829640,204","13,42689483","52,53393955",,,3773.0,57.0 219248,11,7,7501134.0,2021,12,19,7,3,6,2,2,0,1,1,0,0,0,1,"798479,5317","5819049,219","13,39209027","52,43995086",,,4865.0,35.0 219247,11,4,4100101.0,2021,12,17,4,3,5,2,2,0,1,0,0,0,0,0,"793352,6128","5829680,195","13,32624193","52,53802784",,,4069.0,34.0 diff --git a/Hardware/Sensors.json b/Hardware/Sensors.json index 8950e2e..49d3384 100644 --- a/Hardware/Sensors.json +++ b/Hardware/Sensors.json @@ -1,7 +1,11 @@ { - "velocity": "30", - "Temperature": "15", - "Humidity": "23", - "Speed": "20", - "Light": "9" + "Velocity": 30, + "Temperature": 15, + "Humidity": 23, + "Light": 9, + "Longitude": 52.512937, + "Latitude": 13.389481, + "Day": 2, + "Month": 5, + "Hour": 16 } \ No newline at end of file diff --git a/Hardware/Server/serverDummy.py b/Hardware/Server/serverDummy.py index d704832..0b6c441 100644 --- a/Hardware/Server/serverDummy.py +++ b/Hardware/Server/serverDummy.py @@ -1,5 +1,10 @@ from http.server import BaseHTTPRequestHandler, HTTPServer import json +import numpy as np +from sklearn.preprocessing import StandardScaler +from keras.models import load_model + +model=load_model('Model/NNModel.h5') #parameters class RequestHandler(BaseHTTPRequestHandler): def _set_headers(self): @@ -7,8 +12,6 @@ def _set_headers(self): self.send_header('Content-type', 'application/json') self.end_headers() - stored_sensor_data = [] - def do_POST(self): content_length = int(self.headers['Content-Length']) post_data = self.rfile.read(content_length) @@ -16,20 +19,81 @@ def do_POST(self): # Process sensor data print("Received sensor data:", sensor_data) - self.stored_sensor_data.append(sensor_data) - self._set_headers() - + + risk_severity = None + + if sensor_data: + risk_severity=risk_model.send_data_to_model(sensor_data) + + if risk_severity: # Include the sent data in the response - response_message = {'message': f'Data received successfully {sensor_data}'} + response_message = {'message': {sensor_data}} + else: + response_message = {'message': f'Error Risk severity was not calculated'} + response = json.dumps(response_message) - self.wfile.write(response.encode('utf-8')) - def do_GET(self): - self._set_headers() - response = json.dumps(self.stored_sensor_data) - self.wfile.write(response.encode('utf-8')) + +class risk_model(): + + @staticmethod + def send_data_to_model(sensor_data): + risk_model.run_risk_model(sensor_data['Temperature'],sensor_data['Humidity'],sensor_data['Light'],sensor_data['Longitude'],sensor_data['Latitude'],sensor_data['Day'], sensor_data['Month'],sensor_data['Hour']) + @staticmethod + def run_risk_model(temp, hum, light, lon, lat, day, month, hour): + quadrant = risk_model.calculate_quadrant(rtv_lat=lat,rtv_lon=lon) + rc = risk_model.calculate_road_condition(temp=temp,hum=hum) + model_risk = risk_model.calc_model_risk(month=month, hour=hour, day=day, light=light, rc=rc,quadrant=quadrant) + return model_risk + + @staticmethod + def calculate_quadrant(rtv_lat,rtv_lon): #script from asssigner to convert coordinates to quadrant + berlin_latitude_range = (52.336724, 52.675287) + berlin_long_range = (13.090365, 13.756247) + multiplication_factor = 1000000 + lat_range = (int(berlin_latitude_range[0] * multiplication_factor), int(berlin_latitude_range[1] * multiplication_factor)) + lon_range = (int(berlin_long_range[0] * multiplication_factor), int(berlin_long_range[1] * multiplication_factor)) + step = 100 + lat_range=np.linspace(lat_range[0],lat_range[1],step) + lat_range=lat_range.flatten() + lon_range=np.linspace(lon_range[0],lon_range[1],step) + lat_delta = lat_range[1]-lat_range[0] + lon_delta = lon_range[1]-lon_range[0] + + quadrant_code = 0 + for lon in lon_range: + for lat in lat_range: + quadrant_code=quadrant_code+1 + if lon <= rtv_lon*multiplication_factor <= lon + lon_delta and lat <= rtv_lat*multiplication_factor <= lat + lat_delta: + return quadrant_code + return None + + @staticmethod + def calculate_road_condition(temp=None, hum=None): #use nicologic to convert temp and humidity to road condition (0:dry,1,wet,2:icy) + if temp < 0: + return 2 + elif temp < 10 and hum > 70: + return 2 + elif temp < 10: + return 1 + elif temp >= 30 and hum < 30: + return 0 + elif temp >= 30: + return 1 + else: + return 0 + + @staticmethod + def calc_model_risk(month=None, hour=None, day=None, light=None, rc=None, quadrant=None): #run model with follow parameters: month, hour, day, light condition, road condition, quadrant, + print("running model") + rtv_values_raw = np.array([[month,hour,day,light,rc,quadrant]]) #month, hour, day, light condition, road condition, quadrant_rank, + rtv_vales_scaled = StandardScaler().transform(rtv_values_raw) + model_severity=model.predict(rtv_vales_scaled) + print(model_severity[0][0]) + return model_severity[0][0] + def run(server_class=HTTPServer, handler_class=RequestHandler, port=8080): server_address = ('', port) @@ -39,3 +103,4 @@ def run(server_class=HTTPServer, handler_class=RequestHandler, port=8080): if __name__ == "__main__": run() + diff --git a/Hardware/getpostSampleClient.py b/Hardware/getpostSampleClient.py index f9538bf..8f7fb16 100644 --- a/Hardware/getpostSampleClient.py +++ b/Hardware/getpostSampleClient.py @@ -1,16 +1,3 @@ -# import requests - -# sensor = {"Temperature": "15", -# "Speed": "20"} - -# response = requests.get("http://127.0.0.42:8080/Sample.Json")#, params= payload) -# print(response) -# print(response.content) - -# answer = requests.post("http://127.0.0.42:8080/Post.json", data= sensor)#, params= payload) -# print(answer) -# print(answer.content) -########################################################### import requests import json @@ -20,8 +7,6 @@ url = "http://127.0.0.1:8080/" # Change this to your server's address -# Send multiple POST requests with sensor data readings -#for sensor_data in sensor_data_list: post_response = requests.post(url, json=sensor_data_list) if post_response.status_code == 200: print("POST request successful") @@ -29,13 +14,3 @@ else: print("Error:", post_response.status_code) -# Send a GET request to retrieve all stored sensor data -get_response = requests.get(url) - -if get_response.status_code == 200: - print("GET request successful") - stored_sensor_data = get_response.json() - print(stored_sensor_data) -else: - print("Error:", get_response.status_code) - diff --git a/Model/NNModel.h5 b/Model/NNModel.h5 new file mode 100644 index 0000000..19d13ea Binary files /dev/null and b/Model/NNModel.h5 differ diff --git a/Model/NNmodel.ipynb b/Model/NNmodel.ipynb new file mode 100644 index 0000000..e69de29 diff --git a/Model/accidents21_with_quadrant_rank.csv b/Model/accidents21_with_quadrant_rank.csv new file mode 100644 index 0000000..358f177 --- /dev/null +++ b/Model/accidents21_with_quadrant_rank.csv @@ -0,0 +1,11268 @@ +ObjectID,State,District,LOR_ab_2021,AccidentYear,AccidentMonth,AccidentHour,DayOfWeek,AccidentCategory,AccidentType,AccidentTypeDetail,LightingCondition,InvolvingBike,InvolvingCar,InvolvingPedestrian,InvolvingMotorcycle,InvolvingHGV,InvolvingOther,RoadCondition,GraphicCoord1,GraphicCoord2,LongitudeWGS84,LatitudeWGS84,quadrant,quadrant_rank +219249,11,3,3701658.0,2021,11,18,2,3,0,3,2,0,1,0,1,0,0,1,"800202,0742","5829640,204",13.42689483,52.53393955,5058.0,27.0 +219248,11,7,7501134.0,2021,12,19,7,3,6,2,2,0,1,1,0,0,0,1,"798479,5317","5819049,219",13.39209027,52.43995086,4431.0,31.0 +219247,11,4,4100101.0,2021,12,17,4,3,5,2,2,0,1,0,0,0,0,0,"793352,6128","5829680,195",13.32624193,52.53802784,3559.0,17.0 +219246,11,4,4501041.0,2021,12,15,7,3,5,2,1,0,1,0,1,0,0,1,"792950,0395","5825362,081",13.31652064,52.49953417,3348.0,20.0 +219243,11,11,11501339.0,2021,12,9,5,3,3,6,0,0,1,0,0,0,1,2,"807182,01","5825602,793",13.52575163,52.49386714,6446.0,32.0 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a/Model/the_model.py b/Model/the_model.py new file mode 100644 index 0000000..01cdf01 --- /dev/null +++ b/Model/the_model.py @@ -0,0 +1,93 @@ +import numpy as np +import pandas as pd +from sklearn.preprocessing import StandardScaler +from sklearn.model_selection import train_test_split +from tensorflow import keras +from keras.callbacks import EarlyStopping + + +df=pd.read_csv("accidents_21_19.csv") +#defien the Y : +def calculate_severity(row): + severity = 0 + + # AccidentCategory + if row['AccidentCategory'] == 1: + severity += 10 + elif row['AccidentCategory'] == 2: + severity += 5 + else: + severity += 1 + + # AccidentType and AccidentTypeDetail + if row['AccidentType'] in [4, 6]: # Collision with oncoming vehicle or pedestrian + severity += 5 + elif row['AccidentTypeDetail'] in [1, 2, 3]: # Driving, turning, or turning/crossing accident + severity += 3 + else: + severity += 1 + + # Involving parameters + if row['InvolvingPedestrian'] == 1: + severity += 5 + if row['InvolvingMotorcycle'] == 1: + severity += 4 + if row['InvolvingBike'] == 1: + severity += 3 + if row['InvolvingCar'] == 1: + severity += 2 + if row['InvolvingHGV'] == 1: + severity += 2 + + return severity + + +df['Severity'] = df.apply(calculate_severity, axis=1) + + +X = df[['AccidentMonth', 'AccidentHour', 'DayOfWeek', 'LightingCondition','RoadCondition' ,'quadrant']] +y = df['Severity'] + +# Split into training and testing sets +X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42) + +# Scale the features +scaler = StandardScaler() +X_train_scaled = scaler.fit_transform(X_train) +X_test_scaled = scaler.transform(X_test) + + + + + + +# Define your neural network model +model = keras.Sequential([ + keras.layers.Dense(64, activation='relu', input_shape=(X_train_scaled.shape[1],)), + keras.layers.Dense(32, activation='relu', kernel_regularizer=keras.regularizers.l2(0.01)), + keras.layers.Dense(16, activation='relu', kernel_regularizer=keras.regularizers.l2(0.01)), + keras.layers.Dense(1) # Output layer for regression +]) + +# Compile the model +model.compile(optimizer=keras.optimizers.Adam(learning_rate=0.001), + loss='mean_squared_error', + metrics=['mean_absolute_error']) + +# Define early stopping +early_stopping = EarlyStopping(monitor='val_loss', patience=10, restore_best_weights=True) + +# Define batch size and number of epochs +batch_size = 32 +epochs = 100 + +# Train the model with early stopping +history = model.fit(X_train_scaled, y_train, epochs=epochs, batch_size=batch_size, + validation_split=0.2, callbacks=[early_stopping]) + +# Evaluate on test data +test_loss, test_mae = model.evaluate(X_test_scaled, y_test) +print('Test MAE:', test_mae) + +# Save the model +model.save('the_model.h5') diff --git a/model_server.py b/model_server.py new file mode 100644 index 0000000..7fb45a4 --- /dev/null +++ b/model_server.py @@ -0,0 +1,109 @@ +from http.server import BaseHTTPRequestHandler, HTTPServer +import json +import numpy as np +from sklearn.preprocessing import StandardScaler +from keras.models import load_model + +model=load_model('Model/NNModel.h5') #parameters + +class RequestHandler(BaseHTTPRequestHandler): + def _set_headers(self): + self.send_response(200) + self.send_header('Content-type', 'application/json') + self.end_headers() + + def do_POST(self): + content_length = int(self.headers['Content-Length']) + post_data = self.rfile.read(content_length) + sensor_data = json.loads(post_data.decode('utf-8')) + + # Process sensor data + print("Received sensor data:", sensor_data) + self._set_headers() + + risk_severity = None + + if sensor_data: + risk_severity=risk_model.send_data_to_model(sensor_data) + + print("calculatedd risk_severity") + + if risk_severity: + # Include the sent data in the response + print(f"Sending risk severity ={risk_severity}") + response_message = {'message': {risk_severity}} + else: + print("Error, could not send risk severity") + response_message = {'message': f'Error Risk severity was not calculated'} + response = json.dumps(response_message) + self.wfile.write(response.encode('utf-8')) + + +class risk_model(): + + @staticmethod + def send_data_to_model(sensor_data): + risk_model.run_risk_model(sensor_data['Temperature'],sensor_data['Humidity'],sensor_data['Light'],sensor_data['Longitude'],sensor_data['Latitude'],sensor_data['Day'], sensor_data['Month'],sensor_data['Hour']) + @staticmethod + def run_risk_model(temp, hum, light, lon, lat, day, month, hour): + quadrant = risk_model.calculate_quadrant(rtv_lat=lat,rtv_lon=lon) + rc = risk_model.calculate_road_condition(temp=temp,hum=hum) + model_risk = risk_model.calc_model_risk(month=month, hour=hour, day=day, light=light, rc=rc,quadrant=quadrant) + return model_risk + + @staticmethod + def calculate_quadrant(rtv_lat,rtv_lon): #script from asssigner to convert coordinates to quadrant + berlin_latitude_range = (52.336724, 52.675287) + berlin_long_range = (13.090365, 13.756247) + multiplication_factor = 1000000 + lat_range = (int(berlin_latitude_range[0] * multiplication_factor), int(berlin_latitude_range[1] * multiplication_factor)) + lon_range = (int(berlin_long_range[0] * multiplication_factor), int(berlin_long_range[1] * multiplication_factor)) + step = 100 + lat_range=np.linspace(lat_range[0],lat_range[1],step) + lat_range=lat_range.flatten() + lon_range=np.linspace(lon_range[0],lon_range[1],step) + lat_delta = lat_range[1]-lat_range[0] + lon_delta = lon_range[1]-lon_range[0] + + quadrant_code = 0 + for lon in lon_range: + for lat in lat_range: + quadrant_code=quadrant_code+1 + if lon <= rtv_lon*multiplication_factor <= lon + lon_delta and lat <= rtv_lat*multiplication_factor <= lat + lat_delta: + return quadrant_code + return None + + @staticmethod + def calculate_road_condition(temp=None, hum=None): #use nicologic to convert temp and humidity to road condition (0:dry,1,wet,2:icy) + if temp < 0: + return 2 + elif temp < 10 and hum > 70: + return 2 + elif temp < 10: + return 1 + elif temp >= 30 and hum < 30: + return 0 + elif temp >= 30: + return 1 + else: + return 0 + + @staticmethod + def calc_model_risk(month=None, hour=None, day=None, light=None, rc=None, quadrant=None): #run model with follow parameters: month, hour, day, light condition, road condition, quadrant, + print("running model") + rtv_values_raw = np.array([[month,hour,day,light,rc,quadrant]]) #month, hour, day, light condition, road condition, quadrant_rank, + rtv_vales_scaled = StandardScaler().transform(rtv_values_raw) + model_severity=model.predict(rtv_vales_scaled) + print(model_severity[0][0]) + return model_severity[0][0] + + +def run(server_class=HTTPServer, handler_class=RequestHandler, port=8080): + server_address = ('', port) + httpd = server_class(server_address, handler_class) + print(f"Server running on port {port}") + httpd.serve_forever() + +if __name__ == "__main__": + run() +